{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize ICESat-2 ATL03 Data\n",
    "\n",
    "ICESat-2 hackweek final project  \n",
    "June 16, 2020  \n",
    "Nicole Abib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs\n",
    "import h5py  \n",
    "from astropy.time import Time\n",
    "import sys  \n",
    "sys.path.insert(0, '/home/jovyan/leading_to_phytoplankton/scripts')\n",
    "import readers as rd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "# Import ATL03 Data\n",
    "data_loc='/home/jovyan/shared/leading_to_phytoplankton/'\n",
    "is2_fn = 'IS2_S2/ATL03_20190805215948_05930404_002_02.h5'\n",
    "is2_f = h5py.File(data_loc+is2_fn, 'r')\n",
    "print(is2_f['orbit_info/sc_orient'][0]) # Check forward/backward orientation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lats</th>\n",
       "      <th>lons</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>heights</th>\n",
       "      <th>dt</th>\n",
       "      <th>conf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>79.993666</td>\n",
       "      <td>40.449280</td>\n",
       "      <td>8938354.0</td>\n",
       "      <td>3306.422607</td>\n",
       "      <td>-2426.635986</td>\n",
       "      <td>5.027759e+07</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>79.993605</td>\n",
       "      <td>40.450261</td>\n",
       "      <td>8938344.0</td>\n",
       "      <td>3289.306152</td>\n",
       "      <td>234.947739</td>\n",
       "      <td>5.027759e+07</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>79.993611</td>\n",
       "      <td>40.450256</td>\n",
       "      <td>8938344.0</td>\n",
       "      <td>3289.260986</td>\n",
       "      <td>242.102203</td>\n",
       "      <td>5.027759e+07</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>79.993612</td>\n",
       "      <td>40.450246</td>\n",
       "      <td>8938344.0</td>\n",
       "      <td>3289.424561</td>\n",
       "      <td>216.635086</td>\n",
       "      <td>5.027759e+07</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>79.993617</td>\n",
       "      <td>40.450247</td>\n",
       "      <td>8938345.0</td>\n",
       "      <td>3289.272705</td>\n",
       "      <td>240.364456</td>\n",
       "      <td>5.027759e+07</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        lats       lons          x            y      heights            dt  \\\n",
       "0  79.993666  40.449280  8938354.0  3306.422607 -2426.635986  5.027759e+07   \n",
       "1  79.993605  40.450261  8938344.0  3289.306152   234.947739  5.027759e+07   \n",
       "2  79.993611  40.450256  8938344.0  3289.260986   242.102203  5.027759e+07   \n",
       "3  79.993612  40.450246  8938344.0  3289.424561   216.635086  5.027759e+07   \n",
       "4  79.993617  40.450247  8938345.0  3289.272705   240.364456  5.027759e+07   \n",
       "\n",
       "   conf  \n",
       "0    -2  \n",
       "1     2  \n",
       "2     2  \n",
       "3     2  \n",
       "4     2  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read in icesat 2 data as a pandas dataframe\n",
    "beam='gt1l'\n",
    "df03=rd.getATL03(is2_f,beam)\n",
    "df03.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var= 'heights' #choose which variable we want to plot\n",
    "\n",
    "## we will want to set colorbar parameters based on the chosen variable\n",
    "vmin=-10\n",
    "vmax=30\n",
    "ticks=np.arange(-20,100,5)\n",
    "\n",
    "# cartopy - need to make figure and set projection first before adding data\n",
    "plt.figure(figsize=(8,8), dpi= 90)\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=0)) # choose polar sterographic for projection\n",
    "ax.coastlines(resolution='50m', color='black', linewidth=1)\n",
    "ax.set_extent([-180, 180, 60, 90], ccrs.PlateCarree())\n",
    "plt.scatter(df03['lons'][::1000], df03['lats'][::1000],c=df03[var][::1000], cmap='viridis', vmin=vmin,vmax=vmax,transform=ccrs.PlateCarree())\n",
    "plt.colorbar(label=var, shrink=0.5, ticks=ticks,extend='both');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Zoom in on a bounding box of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lats</th>\n",
       "      <th>lons</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>heights</th>\n",
       "      <th>dt</th>\n",
       "      <th>conf</th>\n",
       "      <th>time</th>\n",
       "      <th>AT_dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1012604</th>\n",
       "      <td>85.000002</td>\n",
       "      <td>27.864493</td>\n",
       "      <td>9523473.0</td>\n",
       "      <td>3293.713867</td>\n",
       "      <td>70.733437</td>\n",
       "      <td>5.027767e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-08-05 22:01:10.786313</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012605</th>\n",
       "      <td>85.000008</td>\n",
       "      <td>27.864469</td>\n",
       "      <td>9523474.0</td>\n",
       "      <td>3293.668457</td>\n",
       "      <td>77.691330</td>\n",
       "      <td>5.027767e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-08-05 22:01:10.786413</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012606</th>\n",
       "      <td>85.000008</td>\n",
       "      <td>27.864456</td>\n",
       "      <td>9523474.0</td>\n",
       "      <td>3293.770508</td>\n",
       "      <td>61.906281</td>\n",
       "      <td>5.027767e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-08-05 22:01:10.786413</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012607</th>\n",
       "      <td>85.000020</td>\n",
       "      <td>27.864399</td>\n",
       "      <td>9523475.0</td>\n",
       "      <td>3293.752686</td>\n",
       "      <td>64.576385</td>\n",
       "      <td>5.027767e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-08-05 22:01:10.786613</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012608</th>\n",
       "      <td>85.000025</td>\n",
       "      <td>27.864362</td>\n",
       "      <td>9523476.0</td>\n",
       "      <td>3293.808838</td>\n",
       "      <td>55.800804</td>\n",
       "      <td>5.027767e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-08-05 22:01:10.786713</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              lats       lons          x            y    heights  \\\n",
       "1012604  85.000002  27.864493  9523473.0  3293.713867  70.733437   \n",
       "1012605  85.000008  27.864469  9523474.0  3293.668457  77.691330   \n",
       "1012606  85.000008  27.864456  9523474.0  3293.770508  61.906281   \n",
       "1012607  85.000020  27.864399  9523475.0  3293.752686  64.576385   \n",
       "1012608  85.000025  27.864362  9523476.0  3293.808838  55.800804   \n",
       "\n",
       "                   dt  conf                       time  AT_dist  \n",
       "1012604  5.027767e+07     0 2019-08-05 22:01:10.786313      0.0  \n",
       "1012605  5.027767e+07     0 2019-08-05 22:01:10.786413      1.0  \n",
       "1012606  5.027767e+07     0 2019-08-05 22:01:10.786413      1.0  \n",
       "1012607  5.027767e+07     0 2019-08-05 22:01:10.786613      2.0  \n",
       "1012608  5.027767e+07     0 2019-08-05 22:01:10.786713      3.0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## create bounding box of interest:\n",
    "lonmin,lonmax,latmin,latmax= [0,60,85,87.5]\n",
    "\n",
    "bbox=(df03['lons']>lonmin)&(df03['lons']<lonmax)&(df03['lats']>latmin)&(df03['lats']<latmax)\n",
    "df_cut=df03[bbox]\n",
    "\n",
    "## converting GPS time to UTC time\n",
    "epoch=is2_f['/ancillary_data/atlas_sdp_gps_epoch'][0]\n",
    "df_cut['time']=Time(epoch+df_cut['dt'],format='gps').utc.datetime\n",
    "\n",
    "## calculate along track distance relative to the beginning of the cut segment\n",
    "# Subtract all along track x-values from first segment\n",
    "df_cut['AT_dist']=df_cut.x-df_cut.x.values[0]\n",
    "\n",
    "df_cut.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,1,figsize=(10,4))\n",
    "plt.scatter(df_cut.AT_dist.values[df_cut.conf<3],df_cut.heights.values[df_cut.conf<3],c='r',s=1)\n",
    "plt.scatter(df_cut.AT_dist.values[df_cut.conf>2],df_cut.heights.values[df_cut.conf>2],c='g',s=1)\n",
    "plt.xlabel('alongtrack distance (m)',fontsize=20)\n",
    "plt.ylabel('heights',fontsize=20)\n",
    "# plt.ylim(15,25);\n",
    "plt.xlim(df_cut.AT_dist.values[0],df_cut.AT_dist.values[-1]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
